作者位次 #2/11ACL 2026Findings· Findings of ACL
Train in Vain: Functionality-Preserving Poisoning to Prevent Unauthorized Use of Code Datasets
Yuan Xiao · Jiaming Wang · Yuchen Chen · Wei Song · Jun Sun · Shiqing Ma · Yanzhou Mu · Juan Zhai · Chunrong Fang · Jin Song Dong · Zhenyu Chen
摘要
The widespread availability of large-scale code datasets has accelerated the development of code large language models (CodeLLMs), raising concerns about unauthorized dataset usage. Dataset poisoning offers a proactive defense by reducing the utility of such unauthorized training. However, existi...